{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABH4AAAHSCAYAAACaUwwrAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAABl40lEQVR4nO3dd3hVdaL18bVTSEjokNBDSUc6offeLIy9ASpKEwu2cXTutKtYEVFQQVBRxF5QAaX3mtAhvdFJI53Us98/YO7rOIhAyj7l+3meeURIOMuBlLPOb69tmKYpAAAAAAAAOB83qwMAAAAAAACgalD8AAAAAAAAOCmKHwAAAAAAACdF8QMAAAAAAOCkKH4AAAAAAACcFMUPAAAAAACAk/Kozgdr1KiR2bp16+p8SAAAAAAAAKcWFRWVYZqm36V+rVqLn9atWysyMrI6HxIAAAAAAMCpGYaR+nu/xqVeAAAAAAAAToriBwAAAAAAwElR/AAAAAAAADgpih8AAAAAAAAnRfEDAAAAAADgpCh+AAAAAAAAnBTFDwAAAAAAgJOi+AEAAAAAAHBSFD8AAAAAAABOiuIHAAAAAADASVH8AAAAAAAAOCmKHwAAAAAAACdF8QMAAAAAAOCkKH4AAAAAAACc1B8WP4ZhfGAYRpphGId/9XMNDMNYYxhG/MV/1q/amAAAAAAAALhaV3Li5yNJo37zc89KWmeaZrCkdRf/HQAAAAAAAHbkD4sf0zQ3S8r6zU/fJGnJxR8vkTSucmMBAAAAAABUjfS8YhWWlFkdo1pc68ZPY9M0T1/88RlJjSspDwAAAAAAQJX6109HNerNLSort1kdpcpVeNzZNE1Tkvl7v24YxmTDMCINw4hMT0+v6MMBAAAAAABcs5gzufrp4Cld37GpPNyd/55X1/pfeNYwjKaSdPGfab/3hqZpLjRNM8I0zQg/P79rfDgAAAAAAICKm7MmTrVqeGjygLZWR6kW11r8/CBp4sUfT5S0vHLiAAAAAAAAVI1DJ3L0y5GzeqBfG9XzqWF1nGpxJbdz/0zSDkmhhmGcMAxjkqSXJQ03DCNe0rCL/w4AAAAAAGC33lgTq7o1PTWpfxuro1Qbjz96A9M07/qdXxpayVkAAAAAAACqRFTqOW2ITdfTI0NVx9vT6jjVxvlXjAAAAAAAgMubsyZODX1r6L4+ra2OUq0ofgAAAAAAgFPbmZSprQkZmjYoUL5ef3jxk1Oh+AEAAAAAAE7LNE29sTpO/rW9dG+vVlbHqXYUPwAAAAAAwGltic/Q7pQszRgSJG9Pd6vjVDuKHwAAAAAA4JRM09TsNXFqVtdbd3RvaXUcS1D8AAAAAAAAp7Q+Jk0HjmfrkaHB8vJwvdM+EsUPAAAAAABwQjabqdmr4xTQwEe3dmthdRzLUPwAAAAAAACn88uRMzp6OlePDQ2Wp7vr1h+u+18OAAAAAACcUrnN1Btr4hTo56txXZpbHcdSFD8AAAAAAMCp/HTwlOLT8vX4sBC5uxlWx7EUxQ8AAAAAAHAaZeU2vbk2XmFNamtsh6ZWx7EcxQ8AAAAAAHAa3+47qeSMAs0cHiI3Fz/tI1H8AAAAAAAAJ1FSZtNb6+LVoXldjWjX2Oo4doHiBwAAAAAAOIUvI4/rxLnzemJEiAyD0z4SxQ8AAAAAAHACRaXlmrc+QV0D6mlQiJ/VcewGxQ8AAAAAAHB4n+0+pjO5RXpyRCinfX6F4gcAAAAAADi08yXlmr8hUb3aNlCfwIZWx7ErFD8AAAAAAMChfbwjRRn5xZz2uQSKHwAAAAAA4LDyi8v03qZEDQjxU/fWDayOY3cofgAAAAAAgMP6cGuyzhWW6onhIVZHsUsUPwAAAAAAwCHlFJZq4ZYkDQv3V+eW9ayOY5cofgAAAAAAgENatDVJeUVlmslpn99F8QMAAAAAABxOVkGJPtiarDEdmui6ZnWtjmO3KH4AAAAAAIDDWbA5UYWl5Zo5jNM+l0PxAwAAAAAAHEpaXpGWbE/RTZ2aKbhxbavj2DWKHwAAAAAA4FDe3Zio0nJTj3Ha5w9R/AAAAAAAAIdxOue8Pt15TLd0ba42jXytjmP3KH4AAAAAAIDDmLc+QaZMPTIk2OooDoHiBwAAAAAAOITjWYX6MvK47ujeUi0b+FgdxyFQ/AAAAAAAAIfw1rp4GYahGYM57XOlKH4AAAAAAIDdS0rP17f7TuqengFqUtfb6jgOg+IHAAAAAADYvbnr4lXD3U3TBgVaHcWhUPwAAAAAAAC7Fnc2Tz8cOKUJfVrJvzanfa4GxQ8AAAAAALBrb66Nk4+nu6YM4LTP1aL4AQAAAAAAduvIqRytPHRGk/q1UQPfGlbHcTgUPwAAAAAAwG7NWROnOt4emtS/rdVRHBLFDwAAAAAAsEv7jp3T2ug0TR7QVnVrelodxyFR/AAAAAAAALv0xpo41ffx1H1921gdxWFR/AAAAAAAALuzOzlLW+IzNHVgoGp5eVgdx2FR/AAAAAAAALtimqZmr45Vo1pemtC7tdVxHBrFDwAAAAAAsCvbEzO1KzlLDw8OVM0a7lbHcWgUPwAAAAAAwG78+7RP07reuqtHgNVxHB7FDwAAAAAAsBsbY9O191i2ZgwJkrcnp30qiuIHAAAAAADYBdM0NXtNrFrUr6nburW0Oo5ToPgBAAAAAAB24ZcjZ3X4ZK4eGxqsGh5UFpWB/xcBAAAAAIDlbDZTc9bEqW0jX/2pS3Or4zgNih8AAAAAAGC5FYdOK/Zsnh4bFiwPd+qKylKh/ycNw3jMMIzDhmEcMQzj8UrKBAAAAAAAXEhZuU1z1sYppHEt3dCxmdVxnMo1Fz+GYbSX9JCkHpI6SbreMIygygoGAAAAAABcw/L9p5SUXqCZw0Lk5mZYHcepVOTET7ikXaZpFpqmWSZpk6SbKycWAAAAAABwBaXlNs1dF6/rmtXRyOuaWB3H6VSk+Dksqb9hGA0Nw/CRNEYS91oDAAAAAABX7OuoEzqWVagnhnPapyp4XOs7mqYZbRjGK5JWSyqQtF9S+W/fzjCMyZImS1JAQMC1PhwAAAAAAHAyxWXlentdvDq3rKchYf5Wx3FKFRp3Nk1zsWma3UzTHCDpnKS4S7zNQtM0I0zTjPDz86vIwwEAAAAAACfy+e7jOpVTpCdHhMgwOO1TFa75xI8kGYbhb5pmmmEYAbqw79OrcmIBAAAAAABndr6kXPM2JKhH6wbqF9TI6jhOq0LFj6RvDMNoKKlU0sOmaWZXPBIAAAAAAHB2S3emKj2vWPPu6sJpnypUoeLHNM3+lRUEAAAAAAC4hoLiMr27KVH9ghqpZ9uGVsdxahXa+AEAAAAAALhaH21PUVZBiZ4YEWJ1FKdH8QMAAAAAAKpNblGpFm5O0pAwf3UNqG91HKdH8QMAAAAAAKrN4i3JyjlfqieGc9qnOlD8AAAAAACAanGuoESLtyZr1HVN1L55XavjuASKHwAAAAAAUC0WbklSQUmZZnLap9pQ/AAAAAAAgCqXkV+sj7al6PqOzRTapLbVcVwGxQ8AAAAAAKhy725MVHFZuR4fFmx1FJdC8QMAAAAAAKrU2dwiLd2Zqj91aaFAv1pWx3EpFD8AAAAAAKBKzd+QoHKbqceGctqnulH8AAAAAACAKnPiXKE+231Mt0W0VEBDH6vjuByKHwAAAAAAUGXmrU+QIUOPDAmyOopLovgBAAAAAABVIiWjQF9FndDdPQPUrF5Nq+O4JIofAAAAAABQJd5aFy8PN0PTBwVaHcVlUfwAAAAAAIBKl5CWp+/3n9TEPq3lX8fb6jgui+IHAAAAAABUujlr4+Xt6a4pA9paHcWlUfwAAAAAAIBKFX06VysOntb9fVurYS0vq+O4NIofAAAAAABQqd5YE6fa3h6a3J9tH6tR/AAAAAAAgEpz8ES21hw9qwf7tVVdH0+r47g8ih8AAAAAAFBp3lgTp3o+nnqgX2uro0AUPwAAAAAAoJJEpWZpY2y6pgwIVG1vTvvYA4ofAAAAAABQKWavjlOjWjU0sU8rq6PgIoofAAAAAABQYdsTM7Q9MVPTBgXJp4aH1XFwEcUPAAAAAACoENM09cbqODWu46V7egZYHQe/QvEDAAAAAAAqZHN8hiJTz2nGkGB5e7pbHQe/QvEDAAAAAACumWmamr06Vs3r1dQdES2tjoPfoPgBAAAAAADXbG10mg6eyNGjQ4NUw4Oawd7wJwIAAAAAAK6JzWbqjTVxat3QRzd3bWF1HFwCxQ8AAAAAALgmqw6fUfTpXD02LFie7lQM9og/FQAAAAAAcNXKbabmrI1TkH8t3dipudVx8DsofgAAAAAAwFX74cBJJaTla+awELm7GVbHwe+g+AEAAAAAAFelrNymuWvjFdaktka3b2J1HFwGxQ8AAAAAALgq3+49qZTMQj05IlRunPaxaxQ/AAAAAADgipWU2TR3Xbw6tairYeH+VsfBH6D4AQAAAAAAV+yLyOM6mX1eM4eHyDA47WPvKH4AAAAAAMAVKSot17z18YpoVV8DQ/ysjoMrQPEDAAAAAACuyKe7julsbrGeGMFpH0dB8QMAAAAAAP5QYUmZ3t2YoD6BDdUnsJHVcXCFKH4AAAAAAMAfWrI9VRn5JXpyRIjVUXAVKH4AAAAAAMBl5RWVasHmRA0M8VO3Vg2sjoOrQPEDAAAAAAAu64OtKcouLOW0jwOi+AEAAAAAAL8rp7BUi7YmaXi7xurYop7VcXCVKH4AAAAAAMDven9LkvKKyvTEcE77OCKKHwAAAAAAcEmZ+cX6YFuyxnZsqvCmdayOg2tA8QMAAAAAAC5pweYkFZWWa+awYKuj4BpR/AAAAAAAgP+SllukJdtTNK5zcwX517Y6Dq4RxQ8AAAAAAPgv72xMVJnN1KNDOe3jyCh+AAAAAADAfziVfV7Ldh3Tbd1aqHUjX6vjoAIofgAAAAAAwH94e32CTJmaMSTI6iiooAoVP4ZhzDQM44hhGIcNw/jMMAzvygoGAAAAAACq37HMQn0VeVx3dg9Qi/o+VsdBBV1z8WMYRnNJj0qKME2zvSR3SXdWVjAAAAAAAFD93lofL3c3g9M+TqKil3p5SKppGIaHJB9JpyoeCQAAAAAAWCExPV/f7j2he3u1UuM6XNTjDK65+DFN86Sk1yUdk3RaUo5pmqsrKxgAAAAAAKhec9fGy8vDXdMGBVodBZWkIpd61Zd0k6Q2kppJ8jUM495LvN1kwzAiDcOITE9Pv/akAAAAAACgysSeydOPB0/pvr6t1aiWl9VxUEkqcqnXMEnJpmmmm6ZZKulbSX1++0amaS40TTPCNM0IPz+/CjwcAAAAAACoKnPWxMm3hocm929rdRRUoooUP8ck9TIMw8cwDEPSUEnRlRMLAAAAAABUl8Mnc/TzkTOa1K+N6vvWsDoOKlFFNn52Sfpa0l5Jhy7+XgsrKRcAAAAAAKgmb6yJU92anprUv43VUVDJPCryzqZp/l3S3yspCwAAAAAAqGZ7j53T+pg0PT0yVHW8Pa2Og0pW0du5AwAAAAAAB/bG6jg18K2h+/q0tjoKqgDFDwAAAAAALmpXUqa2JmRo2sBA+XpV6KIg2CmKHwAAAAAAXJBpmpq9Ok7+tb10b69WVsdBFaH4AQAAAADABW1NyNDulCw9PDhINWu4Wx0HVYTiBwAAAAAAF/Pv0z7N6nrrzh4trY6DKkTxAwAAAACAi1kfk6b9x7P1yNBgeXlw2seZUfwAAAAAAOBCTNPUG2viFNDAR7d2a2F1HFQxih8AAAAAAFzIL0fO6MipXD02NFie7tQCzo4/YQAAAAAAXES57cJpn7Z+vhrXpbnVcVANKH4AAAAAAHARPx08pbiz+Xp8WIjc3Qyr46AaUPwAAAAAAOACysptenNtvEIb19b1HZpaHQfVhOIHAAAAAAAX8N2+k0rOKNDM4SFy47SPy6D4AQAAAADAyZWU2fTW+ni1b15HI69rbHUcVCOKHwAAAAAAnNxXUcd1POu8nhweKsPgtI8rofgBAAAAAMCJFZWWa976BHUJqKdBoX5Wx0E1o/gBAAAAAMCJfb77mE7nFOmpEZz2cUUUPwAAAAAAOKnzJeWatyFRPds0UJ/AhlbHgQUofgAAAAAAcFKf7ExRRn6xnuS0j8ui+AEAAAAAwAnlF5fp3Y2J6h/cSD3aNLA6DixC8QMAAAAAgBP6aFuyzhWW6skRoVZHgYUofgAAAAAAcDI550u1cHOShoX7q3PLelbHgYUofgAAAAAAcDKLtyQpt6hMM4eHWB0FFqP4AQAAAADAiWQVlOiDbSka06GJrmtW1+o4sBjFDwAAAAAATmTB5kQVlJTp8WGc9gHFDwAAAAAATiM9r1gfb0/VjZ2aKaRxbavjwA5Q/AAAAAAA4CTe3ZioknKbHhsabHUU2AmKHwAAAAAAnMDpnPNauitVN3dprrZ+tayOAztB8QMAAAAAgBOYvyFBNpupRzntg1+h+AEAAAAAwMEdzyrUF3uO647uLdWygY/VcWBHKH4AAAAAAHBwb6+Pl2EYmjEkyOoosDMUPwAAAAAAOLDkjAJ9s/ek7ukZoKZ1a1odB3aG4gcAAAAAAAc2d22cPN0NTRsUaHUU2CGKHwAAAAAAHFT82TwtP3BKE3u3ln9tb6vjwA5R/AAAAAAA4KDmrI2Tj6e7pgzktA8ujeIHAAAAAAAHdORUjlYeOqMH+rVRA98aVseBnaL4AQAAAADAAc1ZE6863h56sH9bq6PAjlH8AAAAAADgYPYfz9ba6LN6qH9b1a3paXUc2DGKHwAAAAAAHMwba+JU38dT9/drY3UU2DmKHwAAAAAAHMielCxtjkvX1IGBquXlYXUc2DmKHwAAAAAAHMjs1bFqVMtLE3q3tjoKHADFDwAAAAAADmJ7QoZ2JmXp4cGBqlnD3eo4cAAUPwAAAAAAOADTNPX66lg1reutu3oEWB0HDoLiBwAAAAAAB7AxLl17j2Xr4cFB8vbktA+uDMUPAAAAAAB2zjRNvbE6Ti3q19TtES2tjgMHQvEDAAAAAICdW330rA6dzNGjQ4NVw4On8rhy/G0BAAAAAMCO2Wym5qyJU5tGvrq5S3Or48DBUPwAAAAAAGDHVhw6rZgzeXp8WLA83Hkaj6tzzX9jDMMINQxj/6/+l2sYxuOVmA0AAAAAAJdWbjP15to4BfvX0vUdm1kdBw7I41rf0TTNWEmdJckwDHdJJyV9VzmxAAAAAADA8v0nlZheoHfv6Sp3N8PqOHBAlXVGbKikRNM0Uyvp9wMAAAAAwKWVltv05tp4tWtaRyOva2J1HDioyip+7pT0WSX9XgAAAAAAuLxvok7oWFahnhwRIjdO++AaVbj4MQyjhqQbJX31O78+2TCMSMMwItPT0yv6cAAAAAAAOL3isnK9tS5enVvW05Awf6vjwIFVxomf0ZL2mqZ59lK/aJrmQtM0I0zTjPDz86uEhwMAAAAAwLl9see4TuUU6YnhITIMTvvg2lVG8XOXuMwLAAAAAIBKUVRarnnrE9SjdQP1D25kdRw4uAoVP4Zh+EoaLunbyokDAAAAAIBrW7ozVWl5xXpiBKd9UHHXfDt3STJNs0BSw0rKAgAAAACASysoLtO7GxPVN6iherXl6TYqrrLu6gUAAAAAACroo+0pyiwo0RPDQ62OAidB8QMAAAAAgB3ILSrVws1JGhzqp26t6lsdB06C4gcAAAAAADvwwdZk5Zwv5bQPKhXFDwAAAAAAFssuLNHiLckaeV1jdWhR1+o4cCIUPwAAAAAAWGzh5iTll5Rp5vAQq6PAyVD8AAAAAABgoYz8Yn20PUXXd2ymsCZ1rI4DJ0PxAwAAAACAhd7bmKii0nI9PizY6ihwQhQ/AAAAAABY5GxukT7Zmao/dWmhQL9aVseBE6L4AQAAAADAIvM3JKjcZuqxoZz2QdWg+AEAAAAAwAIns8/r893HdVtECwU09LE6DpwUxQ8AAAAAABaYtz5ekjRjCKd9UHUofgAAAAAAqGapmQX6MvKE7urRUs3r1bQ6DpwYxQ8AAAAAANVs7rp4ebgZenhwkNVR4OQofgAAAAAAqEYJafn6ft9JTejdSv51vK2OAydH8QMAAAAAQDV6c22cvD3dNXVgoNVR4AIofgAAAAAAqCbRp3P108HTur9vazWs5WV1HLgAih8AAAAAAKrJnDVxqu3loYf6t7U6ClwExQ8AAAAAANXg0IkcrT56Vg/2b6t6PjWsjgMXQfEDAAAAAEA1mL0mVvV8PPVAv9ZWR4ELofgBAAAAAKCKRaWe08bYdE0e0Fa1vT2tjgMXQvEDAAAAAEAVe2NNrBrVqqH7+rS2OgpcDMUPAAAAAABVaEdiprYlZGrqwED51PCwOg5cDMUPAAAAAABVxDRNvbEmVo3reOneXq2sjgMXRPEDAAAAAEAV2RKfoT0p5zRjcJC8Pd2tjgMXRPEDAAAAAEAVME1Ts1fHqnm9mrq9e0ur48BFUfwAAAAAAFAF1kWn6cCJHD06NEheHpz2gTUofgAAAAAAqGQ2m6nZa+LUqqGPbu7awuo4cGEUPwAAAAAAVLKfj5xR9OlcPTY0WJ7uPPWGdfjbBwAAAABAJSq3mZqzJk6Bfr66qXNzq+PAxVH8AAAAAABQiX48cErxafmaOTxE7m6G1XHg4ih+AAAAAACoJGXlNr25Nk5hTWprTPumVscBKH4AAAAAAKgs3+49qZTMQj0xPERunPaBHaD4AQAAAACgEpSU2TR3Xbw6tqir4e0aWx0HkETxAwAAAABApfgy8rhOZp/XE8NDZBic9oF9oPgBAAAAAKCCikrLNW99grq1qq+BIX5WxwH+D8UPAAAAAAAVtGzXMZ3JLdKTIzjtA/tC8QMAAAAAQAUUlpTpnY0J6t22ofoENrI6DvAfKH4AAAAAAKiAj3ekKiO/RE+OCLE6CvBfKH4AAAAAALhGeUWlWrApUQND/BTRuoHVcYD/QvEDAAAAAMA1+nBbis4VluqJ4Zz2gX2i+AEAAAAA4BrkFJbq/S1JGt6usTq1rGd1HOCSKH4AAAAAALgG729JUl5RGad9YNcofgAAAAAAuEpZBSX6cFuyxnZoqvCmdayOA/wuih8AAAAAAK7Sgk2JOl9arpnDg62OAlwWxQ8AAAAAAFchLa9IS3ak6KbOzRXkX9vqOMBlUfwAAAAAAHAV3tmQqNJyU48N5bQP7B/FDwAAAAAAV+hU9nkt23VMt3ZtodaNfK2OA/whih8AAAAAAK7QvA0JMmXqkaFBVkcBrkiFih/DMOoZhvG1YRgxhmFEG4bRu7KCAQAAAABgT45nFerLPcd1Z/cAtajvY3Uc4Ip4VPD950r62TTNWw3DqCGJv/kAAAAAAKc0d1283NwMPTyY0z5wHNd84scwjLqSBkhaLEmmaZaYppldSbkAOIGcwlKrIwAAAACVIik9X9/uPaF7e7ZSk7reVscBrlhFLvVqIyld0oeGYewzDGORYRgsWwFQWblNf1t+WJ3+tVqzV8fKZjOtjgQAAABUyNx18fLycNe0QYFWRwGuSkWKHw9JXSW9a5pmF0kFkp797RsZhjHZMIxIwzAi09PTK/BwABxBTmGp7vtwjz7ekapOLevp7fUJenjZXhWWlFkdDQAAALgmsWfy9MOBU5rYp7X8antZHQe4KhUpfk5IOmGa5q6L//61LhRB/8E0zYWmaUaYphnh5+dXgYcDYO+SMwr0p3e2aVdypl67taO+n95Hfx0brl+OnNHtC3bodM55qyMCAAAAV+3NtXHyreGhKQPaWh0FuGrXXPyYpnlG0nHDMEIv/tRQSUcrJRUAh7M9IUPj5m9T9vlSLXuol26LaCnDMPRg/7ZaNDFCKRmFumneNu0/nm11VAAAAOCKHT6Zo1WHz+iBfm1U37eG1XGAq1ah27lLekTSp4ZhHJTUWdKsCicC4HA+3ZWq8R/sVuM6Xlr+cF91b93gP359SFhjfTu9j7w83XTHgh368cApi5ICAAAAV2fOmjjV8fbQpH5trI4CXJMKFT+mae6/eBlXR9M0x5mmea6yggGwf2XlNv3jhyN6/rvDGhDcSN9M66OWDXwu+bYhjWvr++l91bFFXT3y2T7NWRPH6DMAAADs2r5j57QuJk1TBgaqbk1Pq+MA16SiJ34AuKic86W6/6M9+mh7ih7s10aLJnZXbe/LfzFsWMtLSx/sqdu6tdDcdfF65PN9Ol9SXk2JAQAAgKvzxpo4NfCtofv6tLY6CnDNPKwOAMDxpGQUaNKSPUrNLNQrt3TQHd0Drvh9vTzc9eqtHRXcuJZeWhWj41mFWjg+Qk3qeldhYgAAAODq7ErK1Jb4DD0/Jly+Xjx1huPixA+Aq7I9MUPj3tmmrIISLX2w51WVPv9mGIYmDwjU++MjlJiWr5vmb9XBE9mVHxYAAAC4BqZpavaaOPnV9tK9vVpZHQeoEIofAFfss93HNGHxbvnV8tLyh/upV9uGFfr9hrVrrG+m95GHm5tuX7BDKw6erqSkAAAAwLXblpCp3clZenhQoGrWcLc6DlAhFD8A/lBZuU3/+vGo/vLtIfUNaqRvpvdRQMNLjzhfrbAmdbR8Rl9d16yuHl62V3PXxss0GX0GAACANS6c9olVs7reuqvn1Z9uB+wNxQ+Ay8otKtWDH0fqg23JeqBvGy2eGKE6fzDifLUa1fLSsod66uauzTVnbZwe/Xy/ikoZfQYAAED12xCbpn3HsjVjSLC8PDjtA8fHQhWA35WaWaBJSyKVklGgWX/qoLur8BUPLw93zb6tk0Ia19YrP8foWGaB3p8QIf86jD4DAACgepimqdmr4xTQwEe3RbSwOg5QKTjxA+CSdiVlatz8bcrIL9bHk3pUaenzb4ZhaOrAQC24t5vi0/J147xtOnwyp8ofFwAAAJCkX46c0ZFTuXp0aLA83Xm6DOfA32QA/+WLPcd07+JdauBbQ99P76s+gY2q9fFHXNdEX0/tI3c3Q7e+t12rDjH6DAAAgKpls5masyZebRv5alznZlbHASoNxQ+A/1NuM/XCT0f1528OqVfbhvp2el+1buRrSZZ2zero+4f7ql3TOpr26V7NW8/oMwAAAKrOT4dOK/Zsnh4fHiIPTvvAifC3GYAkKa+oVA8u2aNFW5N1X5/W+vC+7qpbs3JHnK+WX20vLXuol/7UpbleXx2nx79g9BkAAACVr6zcpjfXxCm0cW1d36Gp1XGASsW4MwAdzyrUpCV7lJheoBfGtde9vVpZHen/eHu6643bOynIv5Ze+yVWqZmFWjihm/xrM/oMAACAyvH9/lNKyijQe/d2k5ubYXUcoFJx4gdwcXtSsnTT/G06m1usjx/oYVelz78ZhqGHBwfpvXu7KfZMnsbN26Yjpxh9BgAAQMWVlts0d12c2jevo5HXNbY6DlDpKH4AF/ZV5HHd/f5O1avpqe+m91HfoOodcb5ao9o30VdTe8uUdOu7O/TLkTNWRwIAAICD+yryhI5nndcTw0NkGJz2gfOh+AFcULnN1Esro/X01wfVs01DfTe9r9r61bI61hVp37yulj/cV6FNamvKJ1GavyGB0WcAAABck6LScr29Pl5dAuppcKi/1XGAKkHxA7iY/OIyTfkkUgs2J2lC71b68P7uqutj7Yjz1fKv463PJ/fSjZ2a6bVfYvXElwcYfQYAAMBV+3z3MZ3OKdKTw0M57QOnxbgz4EKOZxXqoY8jFZ+Wr3/ddJ0m9G5tdaRr5u3prrl3dlZI41p6fXWcUjMLtGB8hPxqe1kdDQAAAA7gfEm55m9MVM82DdQ3qKHVcYAqw4kfwEVEpmRp3PxtOpV9Xh/d392hS59/MwxDM4YE6917uuro6VyNm79N0adzrY4FAAAAB7B0Z6rS84r15AhO+8C5UfwALuCbqBO6+/1dqlPTU9893Ff9g/2sjlSpRndoqq+n9lG5zdQt727XmqNnrY4EAAAAO5ZfXKZ3NyWqf3Aj9WjTwOo4QJWi+AGcmM1m6pWfY/TkVwcU0bq+vpveR4EOMuJ8tdo3r6vlM/oq2L+WJn8Sqfc2JTL6DAAAgEtasj1FWQUlemJ4iNVRgCpH8QM4qYLiMk1ZGqV3Nybq7p4BWvJAD9XzqWF1rCrVuI63vpjSW2M7NNXLq2L01FcHVVzG6DMAAAD+v5zzpVqwKVFDw/zVJaC+1XGAKse4M+CETmaf14NLIhV7Jlf/uKGdJvZp7TLXLXt7uuvtu7ooyL+W3lwbr9TMAr03vpsa1WL0GQAAANLircnKLSrTTE77wEVw4gdwMlGp53TTvK06ca5QH97fQ/f1beMypc+/GYahx4eFaP7dXXX4VI5umrdNMWcYfQYAAHB15wpK9MHWZI1u30Ttm9e1Og5QLSh+ACfy/b6Tuuv9nfL18tB30/toYIhzjThfrbEdm+rLKb1VZrPplne2a100o88AAACubMHmJBWUcNoHroXiB3ACNpup136J0eNf7FfXgHr6fnpfBfnXtjqWXejYop6WP9xPbf1q6cGPI/X+5iRGnwEAAFxQel6xlmxP0Y2dmimkMd8rw3VQ/AAOrrCkTNM+jdL8DYm6q0dLffxAT9X3de4R56vVpK63vpzSW6PbN9GLK6P1zNcHVVJmszoWAAAAqtG7GxNVXFaux4YGWx0FqFaMOwMO7NTFEeeYM7n6n+vb6YG+rjPifLVq1nDXvLu66k3/eL21Ll6pmYV6996uasjoMwAAgNM7k1OkpbtSdXPXFmrrV8vqOEC14sQP4KD2HTunm+Zv07GsQi2+r7sm9XO9Eeer5eZm6InhIXrrri7afyJb497ZprizeVbHAgAAQBWbvyFBNpvJaR+4JIofwAEt339SdyzcKW9PN307vY8Gh/pbHcmh3Nipmb6c0ltFpTbd/M52bYhJszoSAAAAqsiJc4X6fM8x3d69pVo28LE6DlDtKH4AB2KzmXpjdawe+3y/Ore8MFrMMN216dyynn6Y0VetGvpo0pI9WrSF0WcAAABn9Pa6BBmGoUeGBFkdBbAExQ/gIApLyvTwsr16a32Cbo9ooaWTeqoBI84V0rRuTX01tbdGtGuiF1ZE6y/fHmL0GQAAwImkZBTo670ndHePADWtW9PqOIAlGHcGHMCZnCI9+PEeHTmVq7+ODWfPpxL51PDQO/d01Rtr4jRvQ4KSMwr07r3dKNUAAACcwNx18fJ0NzR9cKDVUQDLcOIHsHMHjmfrxnlblZxeoMUTI/Rg/7aUPpXMzc3QUyNDNffOztp3PFvj5m9TPKPPAAAADi3+bJ6+339SE3u3ln9tb6vjAJah+AHs2E8HT+n2BTtUw8NN307vqyFhja2O5NRu6txcn0/upcKSct38znZtjGX0GQAAwFG9uTZePp7umjKQ0z5wbRQ/gB0yTVNz1sRpxrJ96tiirpY/3FehTRhxrg5dA+pr+Yy+atHARw98tEcfbktm9BkAAMDBHD2VqxWHTuuBfm24hB8uj+IHsDPnS8o147N9mrsuXrd2a6GlD/ZUw1peVsdyKc3r1dTXU3trWHhj/fPHo3ruu8MqLWf0GQAAwFHMWRun2t4eerBfW6ujAJaj+AHsyNncIt2xcIdWHjqtv4wO02u3dpSXh7vVsVySr5eH3ru3m6YPCtRnu49pwuLdyi4ssToWAAAA/sCB49lac/SsHurfVnV9PK2OA1iO4gewE4dO5OjGeVuVmJav98dHaMrAQEacLebmZuiZUWF64/ZOiko9p3HztykhLd/qWAAAALiMN9bEqb6Pp+7v29rqKIBdoPgB7MDKQ6d124Lt8nBz09fT+mhYO0ac7cnNXVvos8k9lV9cpj+9s02b49KtjgQAAIBLiEzJ0qa4dE0ZGKja3pz2ASSKH8BSpmnqrXXxmv7pXl3XrK6Wz+ir8KZ1rI6FS+jWqoG+f7ivmterqfs/2qMl21OsjgQAAIDfmL06To1qeWlC71ZWRwHsBsUPYJGi0nI9+vl+vbEmTjd3aa5PH+ypRow427UW9X309bQ+Ghzqr7//cER//f4Qo88AAAB2YntChnYkZWr6oED51PCwOg5gN/hoACyQllukhz6O1MGTOfrzqDBNHdiWPR8HUcvLQwvGd9Orv8RowaYkJWcU6J27uzEcCAAAYCHTNDV7TZya1PHW3T0DrI4D2BVO/ADV7PDJHN00f5vi0/L13r3dNG0QI86Oxt3N0F9Gh+u1Wztqd3KW/vTONiWlM/oMAABglU1x6YpKPacZQ4Lk7cldcYFfo/gBqtHPh0/rtvd2yJD09dQ+GnldE6sjoQJui2ipZQ/1Uvb5Uo2bv01b4zOsjgQAAOByTNPUG2vi1KJ+Td0e0dLqOIDdofgBqoFpmpq3Pl5Tl+5VWNPa+n5GX7VrxoizM+jeuoGWP9xXTevW1MQPd+uTnalWRwIAAHApa46e1cETOXp0aLBqePAUF/gtPiqAKlZUWq6ZX+zX66vjNK5zM332UC/51/a2OhYqUcsGPvp6Wm8NDPHT/3x/WH9bflhljD4DAABUOZvtwmmfNo18dXOX5lbHAewSxQ9QhdLyinTX+zv1/f5TenpkqObc0Zlrjp1UbW9PvT8hQpMHtNXHO1J1/0d7lHO+1OpYAAAATm3l4dOKOZOnx4YGy8Odp7fApVToI8MwjBTDMA4ZhrHfMIzIygoFOIMjp3I0bt42xZzO03v3dtXDg4MYcXZy7m6GnhsTrldv6aidSZn60zvblJxRYHUsAAAAp1RuMzVnTZyC/Wvphk7NrI4D2K3KqEQHm6bZ2TTNiEr4vQCn8MuRM7r13R0yJX01tbdGtW9qdSRUo9u7t9TSST11rqBE4+Zv0/ZERp8BAAAq2/L9J5WYXqCZw0Pk7sYLrMDv4SwcUIlM09Q7GxM0dWmUQprU1vKH+6p987pWx4IFerZtqOUP95N/bS9NWLxbn+5i9BkAAKCylJbbNHddvMKb1tEo7pQLXFZFix9T0mrDMKIMw5hcGYEAR1VcVq4nvzygV3+O1fUdm+mLyb3kX4cRZ1cW0NBH307vo37BjfT8d4f1jx+OMPoMANfAZjO1fP9JvbjiqI5lFlodB4Ad+HbvCaVmFurJ4SFy47QPcFkeFXz/fqZpnjQMw1/SGsMwYkzT3PzrN7hYCE2WpICAgAo+HGCfMvKLNeWTKEWlntOTw0M0Ywh7PrigtrenFk/srlkro7V4a7KSMgo07+4uquPtaXU0AHAIu5Oz9OKKozpwIkeGIS3ZnqqJfVppxuBg1fXhcyngiorLyvXWugR1allPQ8P9rY4D2L0KnfgxTfPkxX+mSfpOUo9LvM1C0zQjTNOM8PPzq8jDAXYp+nSubpq3TUdO5eide7rqkaHBlD74D+5uhv7n+nZ6+eYO2p6QoZvf2a7UTEafAeByktLzNeWTSN2+YIfO5hZr9m2dtP3ZIRrXpZkWbU3WwNc36IOtySop4yQl4Gq+3HNcJ7PP68nhIXzfDVwBwzTNa3tHw/CV5GaaZt7FH6+R9C/TNH/+vfeJiIgwIyO5+Recx9qjZ/XY5/tUy9tDiyZ0V4cW7Png8nYkZmrap1GSpPfu7aZebRtanAgA7EtWQYneWhevpTtT5eXhpmmDAjWpX1vVrOH+f28TfTpXs1ZGa0t8hlo39NGzo8M08romPAEEXEBRabkGvLpBrRr66Mspvfm4By4yDCPq9266VZHip60unPKRLlwytsw0zRcv9z4UP3AWpmlqweYkvfJzjDo0r6v3J0SoMXs+uEIpGQWatGSPUjML9cK49rqzB5fBAkBRabk+3pGit9cnqKC4THf2CNDMYSHyq+11ybc3TVOb4tI1a2W04s7mq3vr+np+bDt1blmveoMDqFaLtiTphRXR+uyhXuodyAtowL9VSfFzLSh+4AyKy8r1/HeH9XXUCY3t2FSv39rpP16FBK5EblGpZizbp81x6Xqgbxs9Pzac25ACcEmmaerHg6f16s8xOnHuvAaH+um5MeEKblz7it6/rNymr6JOaPbqOGXkF+uGTs30zMhQtWzgU8XJAVS3guIyDXxtg0Kb1NanD/ayOg5gVy5X/FR03BlwKZn5xZq6NEp7Us7p8WHBeow9H1yjOt6e+mBihF5cGa0PtiUrKSNfb9/VRbUZfQbgQiJTsvTCimjtP56t8KZ1tHRSR/ULbnRVv4eHu5vu6hGgGzo104JNiXp/S5J+OXxG9/dtremDg1S3Jp9XAWexZEeKMvJLtGB4qNVRAIfCiR/gCsWeydOkJXuUnles2bd30vUdm1kdCU7i012p+vvyI2rTyFeLJ3ZXQENepQbg3FIzC/TyqhitOnxGjet46ckRobqla4tKOfl4Oue8Zq+O0zd7T6heTU89NjRY9/RqJU/3Ct3TBIDF8opK1f/VDerSsp4+vP+/7ikEuDwu9QIqaH3MWT2ybJ98vTz0/oQIdWI/AJVse0KGpn26V27GhdHnnow+A3BC2YUlemtdgj7ZmSJPdzdNGRCohwa0kU+Nyj+EfvhkjmatjNb2xEy1beSrZ0eHaXi7xpzUBRzU3LXxmrM2Tj/O6McNVYBLoPgBrpFpmlq8NVkvrozWdc3qaNGE7mpSlxFnVI3ki6PPx7MK9eK4Drq9e0urIwFApSguK9cnO1L11rp45ReX6Y7uLTVzWIj8q/jGCKZpakNsmmatjFFCWr56tmmg58eGq2OLelX6uAAqV3Zhifq/skG9Axtq4YRLPq8FXB4bP8A1KCmz6a/fH9KXkSc0pkMTzb6tMyPOqFJtGvnqu+l9NWPZXj3zzUHFp+Xp2dGMPgNwXKZpauWhM3rl5xgdyyrUwBA//WVMmMKa1KmWxzcMQ0PCGmtAsJ8+33Ncc9bE6cZ52zSuczM9PSpMzevVrJYcACrm/S1Jyi8p0xMjQqyOAjgkTvwAl5BVUKKpS6O0OzlLjw4J0uPDQuTGk29Uk7Jym/73p6NasiNVQ8L8NffOzow+A3A4Uann9OKKo9p7LFthTWrruTHhGhDiZ2mmvKJSvbcpUYu2JMuUNKlfG00fFMjnWMCOZeYXq/+rGzQkzF/z7u5qdRzAbnGpF3AV4s/m6YEle3Q2t1iv3dpRN3VubnUkuKhPdqbqHz8cUZBfLS2aGMGtiQE4hGOZhXrllxitOHhafrW99NSIEN3araVdnV48lX1er/8Sq2/3nVRD3xp6fFiw7uwRwAA0YIdeXHFUi7cma/XMgQryr2V1HMBuUfwAV2hDbJoeXbZP3jXctXB8N3UJqG91JLi4rfEZmv5plDzc3bRgfDd1b93A6kgAcEk5haWatyFeS7anyt3N0OQBbTV5QFv5etnvssChEzl6YcVR7UrOUqCfr/4yOlxDw/0ZgAbsRFpukfq/ukFjOzbVG7d3tjoOYNcofoA/YJqmPtiWohdXHFVYkzpaNDFCzbjuH3YiKT1fk5ZE6uS585p1cwfd2q2F1ZEA4P+UlNm0dGeq3lofr5zzpbqtWws9MTzUYW6GYJqm1kan6aVV0UpKL1Dvtg31/NhwtW/OXYMAq/19+WEt3XVM658cqFYNfa2OA9g1ih/gMkrKbPr7D4f12e7jGnVdE71xR6cqua0sUBE5haWavixK2xIyNWVgWz0zMsyuLpsA4HpM09QvR87o5VUxSsksVL+gRnpuTLjaNaue4ebKVlpu02e7j+nNtfHKKijRzV2a66mRobwQBFjkZPZ5DX5to27p1lwv3dzR6jiA3eOuXsDvOHdxxHlXcpZmDA7SE8MZcYZ9quvjqY/u76F//nhECzYlKTGtQG/e2Vm17PgSCgDOa//xbL244qj2pJxTsH8tfXh/dw0K8XPoS6Q83d00oXdrjevSXO9sSNQH25K14tBpPdS/raYOCuTzLVDN5q2PlyTNGBJscRLA8XHiBy4rIS1Pk5ZE6nROkV69paPGdWHEGY5hyfYU/fPHIwppXFuLJkaoRX1GnwFUj+NZhXr1l1j9eOCUGtXy0hPDQ3R7RAt5OOEo8olzhXr9l1h9v/+UGtWqoZnDQ3RHREun/G8F7M2xzEINmb1R9/QM0D9vam91HMAhcKkX8Bub4tI149O98vJ004LxEerWihFnOJbNcel6eNleeXlcGH3u1orRZwBVJ+d8qd7ZkKAPt6XIzU16qH9bTRnoGqdgDhzP1osrorU7JUvB/rX03JhwDQp17NNNgL178ssD+ungKW15ZrD86zjGXhhgNYof4CLTNLVke4r+9dNRhV4ccW7OtftwUAlp+XpwyR6dyi7Sy7d00M1dGX0GULlKy236dGeq5q6LV/b5Ut3StYWeHBGipnVd62unaZpaffSsXl4Vo+SMAvUNaqjnxoTrumYMQAOVLSEtXyPmbNIDfdvor9e3szoO4DAofgBd+Ob17z8c0bJdxzS8XWO9eUdnu77FLHAlsgtLNG3pXu1IytT0QYF6akQoO1UAKuy3RUefwAtFh6vf6epSRdhTIxznDmaAI3jks31aF31Wm58ZrEa1vKyOAzgMih+4vOzCEk3/dK+2J2Zq2qBAPc2TYziR0nKb/rb8iD7bfUwj2jXWHEpNABVw8ES2XlgRrd3JWQryr6XnxoRpcKg/lzb9ym8vfZt88dI3PvcCFRNzJlej3tyi6YMC9cyoMKvjAA6F4gcuLTE9X5M+4nIYODfTNPXR9hT9L5cxArhGvx4zbuh7Ycz4zu6MGV/Ob8eunxwRotsjWsqdF5eAazLlk0htT8jUlj8PVj2fGlbHARwKxQ9c1pb4dE3/dK9quLtp4QQGcOH8Nsam6ZFl++Tl6a6FE7qpawDD5QAuL7eoVO9uTNTirckyJD3Yv42mDgxUbW9Pq6M5jH3HzunFFdGKTD2n0Ma19dzYcA0M8bM6FuBQDp3I0Q3zturxYcF6fFiI1XEAh0PxA5f08Y4U/fPHowr2r8Utr+FS4s/madKSSJ3JLdJrt3bUTZ2bWx0JgB0qLbfp893H9ObaeGUWlOjmLs315MhQTgteI9M09fPhM3r55xilZhaqf3AjPT82XGFN6lgdDXAI93+4W3uPZWvLnwerDsUzcNUofuBSSstt+tePR/XJzlQNC/fXm3d2cYnbzQK/llVQomlLo7QrOUszBgfpieEh7FoBkHShoFgXnaaXVkUrMb1APds00F/HtlOHFq493FxZSsps+mRnqt5aF6+8olLd1q2lnhgRosbckhr4XVGp53TLu9v1zKhQTR8UZHUcwCFR/MBl5BSW6uFle7U1IUNTBrTVM6PCuM4eLqukzKa/LT+sz/cc16jrmuiNOzrJpwYlKODKDp/M0YsrorUjKVNt/Xz1l9HhGhbOcHNVyCks1dvr47VkR4o83Nw0ZWBbTR7Qls/DwCXcu2iXok/navMzgxlJB64RxQ9cQlJ6vh5cEqnj5wo1608ddFtES6sjAZYzTVOLtyZr1spohTe9MPrctC6XcQCu5lT2eb3+S6y+3XdSDXxr6PFhwbqrR4A8GW6ucscyC/XKzzFacei0/Gt76akRobqlWwtemAIu2pmUqTsX7tRfx4brwf5trY4DOCyKHzi9bQkZmrY0Sh7ublowvpu6t2bEGfi1DTFpeuSzfapZw13vT4hQ55b1rI4EoBrkF5fp3Y0JWrQlWaakB/q20fTBgexnWCAqNUsvrIjWvmPZCmtSW8+PDVf/YAag4dpM09QdC3YqJbNAm58ZLG9Pd6sjAQ7rcsUPL/PA4S3dmaoJH+xWk7reWv5wX0of4BIGh/nr2+l95O3ppjsW7NAPB05ZHQlAFSort2npzlQNem2D5m9I1Kj2TbTuiYF6dnQYpY9FurVqoG+n9dH8u7uqoKRM4xfv1sQPdiv2TJ7V0QDLbInP0O6ULM0YEkTpA1QhTvzAYZWV2/S/Px3Vkh2pGhLmr7l3dubWs8AfyMwv1rSle7U7JUuPDg3W40ODGX0GnIhpmtoQm6ZZK2OUkJavHq0b6Pmx4erEKT+7UlxWrk92XBiAzi8u0x3dW2rm8BD512YAGq7DNE2Ne2e7MvKKtf6pgfLyoPgBKoJLveB0cs6XasayvdoSn6GH+rfRs6PDuVYeuEIlZTY9/90hfRV1QmM6NNHs2zqrZg2+2QIc3ZFTOZq1MlrbEjLVppGvnh0dphHtGjPcbMfOFZTo7fUJ+mRnimq4u2nqwEA92L8tn5PhEtZFn9WkJZF6+eYOurNHgNVxAIdH8QOnkpJRoAeW7NHxrEK9MK697ujOFwrgapmmqUVbkjVrVbTaN6ur9ydEqEldXmkGHNGZnCK9vjpW3+w9oXo1PfXY0GDd3bOVanhwRb+jSMko0Cs/x2jV4TNqUsdbT40M1c1dmnMiE07LZjN1/dtblV9cpnVPDmRoHqgEFD9wGtsTMzRt6V65GdJ793ZTz7YNrY4EOLR10Wf16Gf75OvloUUTI9SxRT2rIwG4QgXFZVqwKVELtyTJZpPu79ta0wcHqW5NLnt2VHtSLgxAHzierXZN6+ivY8PVJ6iR1bGASrfq0GlN+3Sv3ri9k27u2sLqOIBToPiBU1i265j+tvyw2jTy1eKJ3RXQ0MfqSIBTiDmTq0kfRSojv1izb++k6zs2szoSgMsot5n6MvK4Zq+OU0Z+sW7o1EzPjAxVywZ8XXQGpmnqx4On9cqqGJ3MPq8hYf56bkyYgvxrWx0NqBTlNlOj3twsm2lq9cyBzDUAlYTiBw6trNymF1dG68NtKRoU6qe37urCHUmASpaRX6ypn0QpMvWcHh8WrMeGBrMLAtihjbFpemlljGLP5imiVX09PzZcXQLqWx0LVaCotFxLtqdo3oYEFZaU687uLfX4sBD51fayOhpQIcv3n9Rjn+/XvLu78GITUIkofuCwcotK9ciyfdoUl64H+rbR82MZcQaqSnFZuf7y7SF9u/ekru/YVK/f1olbqwJ2Ivp0rmatjNaW+Ay1auijZ0eFaVT7JhS0LiCroERvrYvX0p2p8vZ017RBgZrUrw2fn+GQysptGj5ns7w83LTy0f7sWAGViOIHDik1s0CTlkQqJaNA/zuuve5i7R+ocqZpasHmJL3yc4w6Nq+rhRMi1LgOo8+AVc7mFmn26lh9FXVCdbw99ejQYI3vxXCzK0pKz9fLq2K0+uhZNa3rradHhmpcZwag4Vi+jDyuZ74+qAXju2nkdU2sjgM4FYofOJydSZmaujRKkvTuPd3UO5ARZ6A6rTl6Vo99vk91vD21aGKE2jeva3UkwKUUlpRp4eYkLdiUpDKbTRN7t9aMIUGq51PD6miw2M6kTM1aGa2DJ3LUvnkdPT+mHd8nwSGUlNk0ZPZG1fepoR9m9OXEIlDJKH7gUL7Yc0zPf3dYrRr6aPHE7mrdyNfqSIBLij6dqweXRCqzoFhv3N5ZYzo0tToS4PTKbaa+iTqh11fHKi2vWGM7NNUzo0LVqiFfC/H/2Wymfjx4Sq/+HKuT2ec1LLyxnh0dpiD/WlZHA37X0p2p+uv3h/Xh/d01ONTf6jiA06H4gUMot5l6aWW0Fm1N1oAQP719VxduSQtYLD2vWFM+idTeY9l6cniIZgwJ4hU6oIpsiU/XiyuiFXMmT10C6umvY8PVrVUDq2PBjhWVluvDbSl6Z0OCCkvLdU/PAD02NFgNazEADftSVFquQa9tVPP6NfX11N58LwFUAYof2L28olI9+tk+bYhN1319WuuvY8Pl4c5+AWAPikovjD5/t++kbuzUTK/e2pFRUaASxZ7J06yV0doUl66WDWrq2VHhGtOB4WZcucz8Yr25Nl7Ldh+Tj6e7pg8O0v19W/O5Gnbjw23J+uePR7XswZ7qE9TI6jiAU6L4gV07llmoBz/eo8T0Av3zxut0b69WVkcC8BumaeqdjYl67ZdYdWpZT++P7yZ/Rp+BCknLK9KcNXH6Ys9x1fLyuDDc3LuVvDx4so5rk5CWr5dXRWttdJqa16upZ0aF6oaOzRiAhqXOl5Sr/6sbFOTvq88n97Y6DuC0KH5gt3YnZ2nq0iiV20y9e09XXgEA7NzPh89o5hf7Vc/HU+9PYPQZuBbnS8r1/pYkvbcpUaXlNo3v1VqPDAlSfV+Gm1E5tidmaNbKaB0+matOLerquTHh6tmWAWhYY8GmRL20KkZfTe2t7q25fBWoKhQ/sEtfRh7X898dUsv6Plp8X3e1YcQZcAiHT+booY8jlV1Yqjl3dNao9tyOFbgS5TZT3+69MNx8NrdYo65romdHh3ETA1QJm83U9/tP6rVfYnU6p0gj2l0YgG7rxwA0qk9+cZn6v7JeHVrU08cP9LA6DuDUKH5gV8ptpl75OUYLNyepX1Ajzb+7q+r6MOIMOJK0vCJN/jhK+49n6+mRoZo+KJA9EuAytiVk6MUV0Tp6OledWl4YbuaVb1SH8yXl+mBbst7ZkKDiMpvu7dVKjw4NVgNOmKEavL0uXrPXxGn5w33VqWU9q+MATo3iB3Yjv7hMj322T+ti0jShdyv9z/Xt5MmIM+CQikrL9edvDmr5/lMa17mZXr6F0Wfgt+LP5umlVTFaH3Nhc+XPo8N0fYembK6g2qXnFevNtXH6bPcx+Xp56JEhQZrQmwFoVJ2cwlL1e3W9erZpqEUTL/lcFEAloviBXTieVagHl0QqIT1f/7ihncb3bm11JAAVZJqm5m9I0Our49QloJ4Wjo+QX21uIwz8+0n253uOy6eGu2YMDtLEPjzJhvV+XUa2qF9Tz4wK0w0dm3JqE5Vu9upYvb0+QSsf7a92zepYHQdwehQ/sFxkSpamfBKl0nKb3rmnm/oFM+IMOJNVh05r5pf71cCnhhZN7M43eHBZRaXlWrw1We9uTFRRaTmX1cBubUvI0AsrohV9OledL15+GMHlh6gkWQUl6v/Keg0K9df8e7paHQdwCRQ/sNTXUSf03LeH1Lx+TS2aGKFARgUBp3T4ZI4eXBKp3KJSvXlHZ424jtFnuA6GdOGIfjs4Prp9E/15FIPjqLiXVkVr4eYkrX58gIIb17Y6DuASKH5gCZvN1Ku/xOq9TYnqE9hQ79zTVfV8eMUTcGZpuUV66ONIHTyZo2dGhmnqwLZcPgCntyMxUy+uPKrDJ3PV8eKts3tx62w4kMKSMi3akqz3NiWqtNym8b1a69GhQXzfhmuSllekAa9u0KjrmujNO7tYHQdwGRQ/qHYFxWV6/Iv9WnP0rO7pGaB/3HgdI86AiygqLddTXx3QTwdP6+auzfXSzR3k5cGuCZxPQlq+Xl4VrbXRaWpW11vPjArTjZ2aMdwMh5WWV6Q5a+L0xZ7jquXloUeHBmt871Z8DsdV+eePR/TxjlStfWKg2nB6DKg2FD+oViezz2vSR3sUdzZPf7/hOk3o3YpX/AEXY5qm3lqXoDlr4xTRqr7eG99NjWox+gznkJlfrDfXxmvZ7mOq6emu6YMD9UDfNgw3w2nEnsnTrJXR2hSXroAGPvrzqDCN6dCE7+fwh07nnNfAVzdqXJdmevXWTlbHAVwKxQ+qTVTqOU35JFLFZTbNu7urBob4WR0JgIVWHDytJ7/ar4a+Xlo0MULhTRl9huMqKi3XB9uS9c6GRJ0vLdfdPQL02LBgSk04rc1x6Zq1MloxZ/LUNaCenh/bTt1a1bc6FuzY898d0peRx7X+yUFq2cDH6jiAS6nS4scwDHdJkZJOmqZ5/eXeluLHuX2374T+/PUhNa3nrcUTuyvIn0FLANLBE9l66ONI5ReVae6dXTSsXWOrIwFXxWYz9cOBU3rtl1idzD6vYeH+enZ0OF/n4BLKbaa+ibowAJ2WV6yxHZvqzyPDFNCQJ/X4T8ezCjVk9kbd0b2lXhjXweo4gMup6uLnCUkRkupQ/Lgmm83U66tj9c7GRPVq20Dv3tNN9bltLYBfOZNzYfT58KkcPTsqTJMHMPoMx7ArKVOzVkbrwIkctW9eR8+NCVefwEZWxwKqXUFxmRZuTtLCzUkqt5ma2KeVZgwOVl0fT6ujwU48/dUBLT9wSpufHqwmdb2tjgO4nMsVPxVa2zUMo4WksZIWVeT3geMqKC7TtE+j9M7GRN3Vo6U+fqAnpQ+A/9Kkrre+nNJbY9o31UurYvT01wdVXFZudSzgdyWl52vyx5G6Y+FOpeUV643bO+mHh/tR+sBl+Xp5aObwEG18epDGdWmmRVuTNfD1Dfpga7JKymxWx4PFktLz9e2+k7q3ZytKH8AOeVTw/d+U9Iyk2hWPAkdzKvu8HlwSqZgzufrb9e10f9/WvIIP4HfVrOGut+/qoiD/Wpq7Ll6pmQV6795uasg+CuxIVkGJ3loXr6U7U+Xl4aanR4bqgb5tVLMGw82AJDWu461Xb+2k+/u20ayV0frXT0e1ZEeKnh0VplHtGYB2VXPXxauGu5umDQq0OgqAS7jm4scwjOslpZmmGWUYxqDLvN1kSZMlKSAg4FofDnZm37FzeujjKBWXlmvxfd01ONTf6kgAHICbm6GZw0MU6F9LT391QDfN36bFE7srtAmvH8BaRaXlWrI9RfM2JKiguEx39QjQ48NC5FebYhK4lPCmdfTxAz206eIA9LRP9yqiVX09PzZcXQIYgHYlcWfz9MOBU5oyIJDPmYCduuaNH8MwXpI0XlKZJG9JdSR9a5rmvb/3Pmz8OIfl+0/q6a8Pqkkdby2eGKHgxjxhA3D19h/P1uSPI1VQXKa37+6iIWGMPqP6maapHw+e1qs/x+jEufMaHOqn58aE87UNuApl5TZ9FXVCs1fHKSO/WDd0aqZnRoZyVycXMf3TKG2Oy9CWZwYz+QBYqMpv537xxM9TjDs7N5vN1Jy1cXp7fYJ6tGmg9+7tpgZ8cgdQAadzLlwyevR0rp4fE65J/dpwmQCqzZ6ULL2wIloHjmcrvGkdPT8mXP2C2fABrlV+cZkWbkrUwi1Jstmk+/u21vTBQapbkwFoZ3XkVI7GvrVVjw4J0hMjQq2OA7i0yxU/Fd34gYsoLCnTk18e0KrDZ3RHREv977j2quFRoW1wAFDTujX11dTeevLLA3phRbTiz+bz+QVVLiWjQC+vitHPR86ocR0vvXZrR93ctYXc3SgdgYqo5eWhJ0aE6u6erfT66lgt3JKkLyOP67GhwbqnVyt5uvO53dnMWROnOt4emtS/rdVRAFxGpZz4uVKc+HFMp3PO66GPI3XkFK/IA6ganChEdcguLNHci8PNnu5umjowUA/2byOfGrwOBlSFI6dy9OKKaG1PzFSbRr56dnSYRrRrzPeRTmLfsXP60zvb9dSIEM0YEmx1HMDlVfmlXleK4sfx/HuDo7CkXG/d1ZkNDgBVig0xVIXisnJ9siNVb62LV35xme7o3lIzh4fIvza3HAaqmmma2hCbplkrY5SQlq8ebRror2PD1bFFPaujoYLGL96lI6dytfmZwarlRYEOWI3iB9fkxwOn9NRXB+RX24u77gCoNr++a+Bbd3fhroG4ZqZpauWhM3rl5xgdyyrUwJALw818PQOqX1m5TZ/vOa45a+KUWVCicZ2b6amRoWpRnwFoR7Q7OUu3L9ih58aEafIAbuEO2AOKH1wVm83U3HXxmrsuXt1b19d793ZTw1rcmhFA9TmZfWH0OfZMrp4f204P9G3NpQG4KlGp5/TiiqPaeyxbYU1q67kx4RoQ4md1LMDl5RWV6r1NiVq0JVmmpEn92mjaoEDV8WYA2lGYpqk7F+5UUkaBNj89WDVruFsdCYAofnAVzpeU66mvD2jFwdO6tVsLvfin9vLy4JM5gOpXUFymmV/s1+qjZ3VXj5b6542MPuOPHcss1Cs/x2jFodPyr+2lp0aE6pZuDDcD9uZU9nm9/kusvt13Ug18a2jmsGDd2SOAAWgHsC0hQ/cs2qV/3NBO9/VtY3UcABdR/OCKnMkp0uRPInXoZI6eHRWmyQPa8go7AEvZbKZmr4nV/A2J6tW2gd69p5vqM/qMS8gpLNXb6+O1ZEeKPNzcNHlAW00e0Fa+7E4Adu3wyRy9sOKodiZlqa2fr54bHa6h4f58D2qnTNPUze9u15mcIm14apC8PXmBGLAXFD/4QwdPZOuhjyOVX1SmuXd20bB2jDgDsB/f7j2hZ785pKb1vLV4YncF+deyOhLsREmZTZ/svDDcnFtUqtu6tdCTI0LVuA7DzYCjME1T66LTNGtVtJLSC9S7bUM9PzZc7ZvXtToafmNDTJru/2iPZv2pg+7uGWB1HAC/QvGDy1px8LSe/Gq/Gvp6afF9EQprUsfqSADwX6JSz2nKJ5EqLrNp/t1d2WtxcaZp6ufDZ/TyzzFKzSxU/+BGem5MuMKb8jUMcFSl5TZ9vvuY5qyNV1ZBiW7u0lxPjQxVs3o1rY4GXfi8e8O8rco5X6r1Tw7isjzAzlD84JJM09Rb6xI0Z22curWqrwXju6kRI84A7NiJc4V6cEmk4s7m6W/Xt9PEPow+u6J9x87pxRXRikw9p5DGtfTcmHANDPHj7wLgJHKLSvXuxkQt3posQ9KD/dto2qAgbhlusZ8Pn9HUpVF67daOui2ipdVxAPwGxQ/+S1FpuZ7++qB+PHBKN3dtrpdu7sCIMwCHUFBcpsc+36+10Wd1T88A/ePG63jV0UUczyrUq7/E6scDp9SolpeeHBGi27q1kAd//oBTOnGuUK//Eqvv959So1o19PiwEN3ZvSUf8xaw2UyNnrtFpeU2rZ45gD8DwA5R/OA/pOUW6aGPI3XwZI6eGRmmqQMZcQbgWGw2U6/+Eqv3NiWqT2BDvXNPV9XzYfTZWeWcL9U7GxL04bYUublJk/u31eSBgbz6D7iIA8ez9eKKaO1OyVKQfy09NyZMg0MZgK5OPx44pUc+26e5d3bWTZ2bWx0HwCVQ/OD/HD6ZoweXRCq3qFRz7uiskdc1sToSAFyzr6NO6LlvD6l5/ZpaNDFCgX6MPjuT0nKbPt2Zqrnr4pV9vlS3dG2hp0aEqkldhpsBV2OaplYfPauXV8UoOaNAfYMa6rkx4bquGQPQVa2s3KYRb26Wp5ubVj3WX25uFG6APaL4gSRp1aHTmvnlfjXwqaFFE7urXTMGMAE4vsiULE35JEql5TbNv6er+gcz+uzofvsEr0/ghTv88AQPAIVw9fsm6oSe/OqA3ru3q0a1b2p1HAC/g+LHxZmmqfkbEvT66jh1CainBeO7yb82XxwBOI/jWRdGnxPS8/X3G9ppQu/WVkfCNTpwPFsvrozW7mQu6QDw+y51CeiUgYHy5RLQSlVabtPQ2ZtU29tDPz3Sj8/FgB2j+HFhRaXl+vM3B7V8/ymN69xML9/SUd6ejDgDcD75xWV67LN9WheTpvG9WunvN7RjfNKBnDhXqNd+idXy/afU0LeGZg5nxBXAH7vU6PvtES3lzuVIleKz3cf0l28P6YP7IjQkrLHVcQBcBsWPi0rLK9Lkj6O0/3i2nh4ZqumDAmnpATi1cpupV36O0cLNSeoX1Ejz7+6quj6eVsfCZeQWleqdDYn6YNv/v23z1IGBqu3NnxuAK7fv2Dm9uCJakannFNq4tv4yJkyDQv2tjuXQisvKNfi1jfKv463vpvfheQRg5yh+XNCRUzl6aEmkzhWWas4dnbgeF4BL+TLyuJ7/7pBa1vfR4vu6q00jX6sj4TdKy236fPcxzVkbr6yCEt3cpbmeGhmqZvVqWh0NgIMyTVM/Hz6jl3+OUWpmofoHN9JzY8IV3pRdy2uxZHuK/v7DEX0yqQf7eYADoPhxMb8cOaPHP9+vej6een9ChNo3ZwwTgOvZnZylKZ9EymZK797TVX2CGlkdCbrwxGxtdJpeWhWtpPQC9WrbQH8d246vVQAqTUmZTZ/sTNVb6+KVW1Sq27q10JMjQtW4DhuXV+p8SbkGvLZBbRr56ovJvTjtAzgAih8XYZqm3tmYqNd+iVWnlvX0/vhu8ucLHAAXdiyzUJOW7FFSRoH+ddN1uqdnK6sjubRDJ3L04sqj2pmUpbZ+vnpudLiGhjPcDKBq5BSW6u318VqyI0Uebm6aPKCtpgxsK58aDED/kfc3J+nFldH6YnIv9Wzb0Oo4AK4AxY8LKCot11++PaTv9p3UDZ2a6bVbGXEGAEnKKyrVo5/t04bYdN3Xp7X+OjacweBqdir7vF7/JVbf7jupBr41NHNYsO7sESBP/hwAVINjmYV65ZcYrTh4Wv61LwxA39qNAejfU1Bcpv6vbtB1zerok0k9rY4D4ApR/Di59LxiTfkkUnuPZevJ4SGaMSSIV08B4FfKbaZmrYzW4q3J6h/cSPPu7qq6NRkPrmp5RaV6b1OiFm1JlilpUr82mjYoUHUYbgZggajUc3pxxVHtPZatsCa19fzYcLZrLmH+hgS99kusvpveR10C6lsdB8AVovhxYtGnc/XgkkhlFhTrjds7a0wHRpwB4Pd8vvuY/vr9YbVq6KPFE7urNaPPVaKs3KbP9xzXm2vjlJFfonGdm+mpkaFqUd/H6mgAXJxpmlp56Ixe/jlax7POa2CIn54bE67QJrWtjmYXcotK1f+VDerWqr4+uK+71XEAXAWKHye15uhZPfb5PtXxvjDi3KEFw5gA8Ed2JGZq2qdRkqR37umqPoGMPlcW0zS1ITZNs1bGKCEtXz1aN9DzY8PVqWU9q6MBwH8oLivXJzsuDEDnF5fpju4tNXN4iPxru/Y+5pw1cZq7Ll4/PdKP0X3AwVD8OBnTNLVgc5Je+TlGHZrX1fsTIrhLAQBchdTMAk1aEqmUjAL977j2uqtHgNWRHN6RUzl6cUW0tidmqk0jXz07Okwj2jXm0mMAdu1cQYneXp+gT3amyNPdTVMHBuqh/m1Vs4brbWWeKyhR/1c3qF9QI703vpvVcQBcJYofJ1JcVq7nvj2sb/ae0NiOTfX6rZ1c8gsTAFRUblGpZizbp81x6Xqgbxs9NyaM0edrcCanSK+vjtU3e0+oXk1PPTY0WPf0asVwMwCHkpJRoFd+jtGqw2fUuI6XnhoRqpu7tnCpAehXfo7Re5sS9fNjA7j0DXBAFD9OIiO/WFM/iVJk6jk9PixYjw0N5pVUAKiAsnKbXlwZrQ+3pWhgiJ/evrsLw8NXKL+4TAs3JWrhliTZbNL9fVtr+uAgRrMBOLQ9KVl6YUW0DhzPVrumdfT82HD1DXL+S4Iz8ovV/5UNGt6usd66q4vVcQBcA4ofJxBzJleTPopURn6xZt/eSdd3bGZ1JABwGp/uStXflx9R60a+WjwxQq0aMvr8e8rKbfoq6oRmr45TRn6xbujUTM+MDFXLBgw3A3AOpmnqx4On9cqqGJ3MPq8hYf76y+gwBTd23lMw//vTUX24LVlrnhioQL9aVscBcA0ofhzcuuizevSzffL18tD7EyIYyQSAKrA9MUPTlu6VmyG9e2839Wrb0OpIdsU0TW2MS9dLK6MVdzZfEa3q6/mx4dzqF4DTKiot15LtKZq3IUEFxWW6s0eAZg4LkV9tL6ujVaozOUUa+NoG3dCpmV6/rZPVcQBcI4ofB2WaphZtSdasVdG6rlkdLZrQXU3qMuIMAFUlOaNAk5bs0fGsQr0wrr3u6M7osyQdPZWrl1ZFa0t8hlo19NGzo8I0qn0TLjcG4BKyCkr01rp4Ld2ZKi8PN00fHKRJ/drI29M5djb/5/vD+mz3MW14ahCnNwEHRvHjgErKbHr+u0P6KuqExnRootm3dWbEGQCqQc75Us1Ytldb4jP0YL82+suYcJca9/y1s7lFmr06Vl9FnVAdb089OjRY43u1Ug0PhpsBuJ6k9Hy9vCpGq4+eVdO63np6ZKjGdW4uNwf+GnHiXKEGv75Rt0W01Kw/dbA6DoAKoPhxMJn5xZq2dK92p2Tp0aHBenxosEN/QQEAR1NWbtP//nRUS3akanCon966q4tqu9Doc0FxmRZuTtLCzUkqs9k0sXdrPTIkWHV9XOf/AwD4PTuTMjVrZbQOnshR++Z19PyYduod6JiXBz/7zUF9u/ekNj49SM3q1bQ6DoAKoPhxIHFn8zRpyR6dzS3Wa7d21E2dm1sdCQBc1ic7U/WPH44o0M9Xiyd2d/oj8OU2U19HHdfs1XFKyyvW2I5N9eeRYQpo6Nz/3QBwtWw2Uz8ePKVXf47VyezzGhbur2dHhyvI33GGkVMyCjT0jU0a36uV/nHjdVbHAVBBFD8OYkNMmh75bJ9q1nDXwvHdGMwEADuwNT5D0z+Nkoe7m967t5t6tGlgdaQqsTkuXbNWRivmTJ66BtTT82PbqVsrvg4BwOUUlZbrw20pemdDggpLy3V3jwA9PixYDWvZ/wD0E1/s18rDp7X56cHyr8OOKODoKH7snGmaWrw1WbNWRiusSR0tmhjBUUsAsCNJ6fmatCRSJ84VatafOui2iJZWR6o0sWfyNGtltDbFpatlg5p6dlS4xnRguBkArkZmfrHmrovXp7uOqaanu6YPDtQDfe13ADohLU8j5mzWg/3b6rkx4VbHAVAJKH7sWEmZTX9bflif7zmuUdc10Rt3dJJPDQ+rYwEAfiOnsFTTl0VpW0Kmpgxoq2dGhTn06HNaXpHmrInTF3uOq5aXx4Xh5t6t5OVhn09SAMARJKRdGIBeG31WzevV1NMjQ3Vjp2Z2t9f58LK92hiTps3PDHaI00kA/hjFj506V1CiqUujtCs5SzMGB+mJ4SF290UBAPD/lZbb9M8fj2jpzmMaFu6vN+/solpejlXWF5aUadGWZL23KVGl5TaN79Vajw4NUj2fGlZHAwCnsT0xQ7NWRuvwyVx1bFFXz48JV8+29jEAHX06V6PnbtGMwUF6amSo1XEAVBKKHzuUkJanSUsidTqnSK/e0lHjujDiDACO4uMdKfrnj0cV7F9L70+IcIjR53KbqW/3ntDrq2N1NrdYo9s30Z9Hhal1I1+rowGAU7LZTH2//6Re+yVWp3OKNKJdYz07Okxt/awdgH7o40jtTMrU1meGcLdGwIlQ/NiZjbFpemTZPnl5umvhhG7qyogzADicLfHpmv7pXtVwd9OC8d0U0dp+R5+3xmfoxZXRij6dq04t6+mvY8PV3Y7zAoAzOV9Srg+2JeudDQkqLrPp3l6t9OjQYDXwrf6TlgdPZOvGedv0xPAQPTo0uNofH0DVofixE6Zp6qPtKfrfn44q9OKIc3NGnAHAYSWk5evBJXt0KrtIL93cQbd0a2F1pP8QdzZPL62M1obYdDWvV1N/Hh2mGzo2ZbgZACyQnlesN9fG6bPdx+Tr5aEZg4M0sU/rah2Avu/D3dp/PFtbnhms2t6c9gGcCcWPHSgtt+lvy4/os93HNKJdY825o7N8HWwXAgDw37ILSzRt6V7tSMrU1IGBemZkqOV7bel5xZqzNk6fW/jkAgBwafFn8/TSqhitj0lTi/o19cyo6inlo1KzdMu7O/Ts6DBNHRhYpY8FoPpR/Fjs108Kpg8K1FMjrH9SAACoPL8u94e3a6w3LSr3z5eUa/HWJL27MdHyywkAAJe3LSFDL6yovstw735/p+LO5mnzM4O5izDghCh+LPTrywBevqWDbu5qX5cBAAAqh5WX89pspr7bd1Kvr74wIDryusb68yjrB0QBAJdX/u/P37/E6kxukUZd10TPjq784f3tiRm6+/1d+p/r22lSvzaV+nsDsA8UPxb59fDnwgnd1K0VQ5oA4Oz+/4C/mxaMj1C3VlU74L89MUMvrojWkVP2d8tgAMCVOV9SrkVbkvTupkSVll88sTkkWPUr4cSmaZq67b0dOnHuvDY+PYjLfgEnRfFjgV/f6nfRxAi1qG//t/oFAFSOhLQ8PfBRpM7kFunVWzpqXJfmVfAY+Xp5VbTWRqepeb2aemZUqG7o2IxLiQHAgaXlFWnOmjh9see4anl56JEhwZrQp5W8PK69rNkUl66JH+zW/45rr/G9WlViWgD2hOKnGpWW2/TPH49o6c5jGhburzfv7KJajDgDgMs5V1CiqUujtCs5Sw8PDtSTwytn3y0jv1hz18Zr2e5j8vF01/TBQbq/L8PNAOBMYs/kadbKaG2KS1dAAx/9eVSYxnRoctUD0KZp6qb525SZX6INTw1SDQ+3KkoMwGqXK35oJCpRTmGppi+L0raETE0Z2FbPjAyTO6+8AoBLqu9bQ59M6qm/LT+s+RsSlZCWrzl3dL7mQc2i0nJ9sC1Z72xI1PnSct3TM0CPDQ1Ww1pelZwcAGC10Ca1teSBHtocl65ZK6P18LK96hpQT8+PbXdVlxCvjU7TwRM5evWWjpQ+gAvjxE8lSUrP14NLInX8XKFm/amDbotoaXUkAIAdME1TH2xL0Ysrjirs4uhzs6sYfbbZTP1w4JRe+yVWJ7PPa1h4Yz07OkxB/gw3A4ArKLeZ+ibqhF5fHau0vGKN7dBUfx4VpoCGl5+SsNlMjXlri4pKy7X2iYHycKf4AZwZl3pVsW0JGZq2NEoe7m5aML5bld6GEQDgmDbEpOmRz/bJ29Nd70/opi4Bf/yK7a6kTL24MloHT+SoffM6em5MuPoENqqGtAAAe1NQXKb3tyRpwaYkldlsmti7tR4ZEqy6Pp6XfPsVB0/r4WV79eYdnatkaw6AfamS4scwDG9JmyV56cIlY1+bpvn3y72PMxY/n+xM1T9+OKIgvwsjzi0bMOIMALi0uLN5mrRkj87mFuu1Wzvqps6X/kY8KT1fL6+K0eqjZ9W0rreeHhmqcZ2bM9wMANDZ3CK9sTpOX0YdVx1vTz06NFjje7X6j0u5ym2mRr65WYaknx8fwPwE4AKqqvgxJPmapplvGIanpK2SHjNNc+fvvY8zFT9l5Tb966ej+nhHqoaE+WvunZ1V2/vSbTsAAP+WVVCiqZ9EaXdKlh4ZEqSZw0L+r9DJKijR3LVx+nTXMXl5uGn64CBN6teG4WYAwH+JPp2rWSujtSU+Q60a+ujZUWEa1f7CAPR3+05o5hcHNP/urhrbsanVUQFUgyq/1MswDB9dKH6mmaa56/fezlmKn5zzpZqxbK+2xGfoof5t9OzocFp0AMAVKymz6fnvDumrqBMa3b6JXrq5gz7fc1zz1yeooKRMd/UI0OPDQuRXm+FmAMDlbYxN06yV0Yo7m6+IVvX17OgwPfXVAdWs4aEVj/TjtCjgIqqs+DEMw11SlKQgSfNN0/zz5d7eGYqf1MwC3f/RHh3PKtSL4zro9u6MOAMArp5pmlq0JVmzVkXLw81QabmpIWH++svoMAU3rm11PACAAykrt+mrqBOavTpOGfnFkqT3J0RoeLvGFicDUF2q7HbupmmWS+psGEY9Sd8ZhtHeNM3Dv3nwyZImS1JAQEBFHs4uuBmG3AxDSyf1VM+2Da2OAwBwUIZh6KEBbRXo76tPdx7TA/3aqG8Qw80AgKvn4e6mu3oE6IZOzfT+5iRlFZRoWLi/1bEA2IlKu6uXYRh/k1Romubrv/c2znDiR7owlsalXQAAAAAAwB5c7sSP26V+8gp/U7+LJ31kGEZNScMlxVzr7+dIKH0AAAAAAIAjqMilXk0lLbm48+Mm6UvTNH+qnFgAAAAAAACoqGsufkzTPCipSyVmAQAAAAAAQCW65ku9AAAAAAAAYN8ofgAAAAAAAJwUxQ8AAAAAAICTovgBAAAAAABwUhQ/AAAAAAAAToriBwAAAAAAwElR/AAAAAAAADgpih8AAAAAAAAnRfEDAAAAAADgpCh+AAAAAAAAnBTFDwAAAAAAgJOi+AEAAAAAAHBSFD8AAAAAAABOiuIHAAAAAADASVH8AAAAAAAAOCnDNM3qezDDSJeUWm0PWLUaScqwOgRg5/g4Aa4MHyvAleFjBbgyfKwAV8aZPlZamabpd6lfqNbix5kYhhFpmmaE1TkAe8bHCXBl+FgBrgwfK8CV4WMFuDKu8rHCpV4AAAAAAABOiuIHAAAAAADASVH8XLuFVgcAHAAfJ8CV4WMFuDJ8rABXho8V4Mq4xMcKGz8AAAAAAABOihM/AAAAAAAATori5yoYhvGBYRhphmEctjoLYM8Mw2hpGMYGwzCOGoZxxDCMx6zOBNgjwzC8DcPYbRjGgYsfK/+0OhNgzwzDcDcMY59hGD9ZnQWwV4ZhpBiGccgwjP2GYURanQewV4Zh1DMM42vDMGIMw4g2DKO31ZmqCpd6XQXDMAZIypf0sWma7a3OA9grwzCaSmpqmuZewzBqS4qSNM40zaMWRwPsimEYhiRf0zTzDcPwlLRV0mOmae60OBpglwzDeEJShKQ6pmleb3UewB4ZhpEiKcI0zQyrswD2zDCMJZK2mKa5yDCMGpJ8TNPMtjhWleDEz1UwTXOzpCyrcwD2zjTN06Zp7r344zxJ0ZKaW5sKsD/mBfkX/9Xz4v94RQa4BMMwWkgaK2mR1VkAAI7NMIy6kgZIWixJpmmWOGvpI1H8AKhihmG0ltRF0i6LowB26eKlK/slpUlaY5omHyvApb0p6RlJNotzAPbOlLTaMIwowzAmWx0GsFNtJKVL+vDiJcSLDMPwtTpUVaH4AVBlDMOoJekbSY+bpplrdR7AHpmmWW6aZmdJLST1MAyDS4mB3zAM43pJaaZpRlmdBXAA/UzT7CpptKSHL85VAPhPHpK6SnrXNM0ukgokPWttpKpD8QOgSlzcK/lG0qemaX5rdR7A3l08XrxB0iiLowD2qK+kGy9ul3wuaYhhGEutjQTYJ9M0T178Z5qk7yT1sDYRYJdOSDrxq5PWX+tCEeSUKH4AVLqLg7WLJUWbpvmG1XkAe2UYhp9hGPUu/rimpOGSYiwNBdgh0zT/YppmC9M0W0u6U9J60zTvtTgWYHcMw/C9eGMNXbxsZYQk7kgM/IZpmmckHTcMI/TiTw2V5LQ3ovGwOoAjMQzjM0mDJDUyDOOEpL+bprnY2lSAXeorabykQxe3SyTpOdM0V1oXCbBLTSUtMQzDXRdejPnSNE1uUw0AuFaNJX134TU4eUhaZprmz9ZGAuzWI5I+vXhHryRJ91ucp8pwO3cAAAAAAAAnxaVeAAAAAAAAToriBwAAAAAAwElR/AAAAAAAADgpih8AAAAAAAAnRfEDAAAAAADgpCh+AAAAAAAAnBTFDwAAAAAAgJOi+AEAAAAAAHBS/w//EzKPjNyCegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8))\n",
    "x = [1, 2, 3, 4, 5, 6]\n",
    "y = [3, 6, 3, 5, 3, 10]\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "x = [1, 2, 3, 4, 5, 6]\n",
    "y = [3, 6, 3, 5, 3, 10]\n",
    "plt.plot(x, y)\n",
    "plt.savefig('test.png')\n",
    "plt.show()  # 进行释放资源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "range(0, 60)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = range(60)\n",
    "y_beijing = [random.uniform(10, 15) for i in x]\n",
    "y_shanghai = [random.uniform(10, 15) for i in x]\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "plt.plot(x, y_beijing, label='beijing', linestyle='--', color='r')\n",
    "plt.plot(x, y_shanghai, label='sahnghai')\n",
    "\n",
    "# 添加自定义刻度\n",
    "x_ticks = [f'11hout{i}minute' for i in x]\n",
    "y_ticks = range(40)\n",
    "plt.yticks(y_ticks[::5])\n",
    "plt.xticks(x[::5], x_ticks[::5])\n",
    "# plt.xticks(x_ticks[::5])\n",
    "\n",
    "\n",
    "plt.grid(True, linestyle='--', alpha=0.9)\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('templates')\n",
    "plt.title('template')\n",
    "# 显示图例\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
